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Lapa T, Páscoa RNMJ, Coimbra F, Medeiros L, Gomes PS. Oral squamous cell carcinoma identification by FTIR spectroscopy of oral biofluids. Oral Dis 2024. [PMID: 39286967 DOI: 10.1111/odi.15128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 07/30/2024] [Accepted: 08/23/2024] [Indexed: 09/19/2024]
Abstract
OBJECTIVES This case study evaluated the efficacy of mid-infrared spectroscopy on the identification of oral squamous cell carcinoma, following the assessment of unstimulated whole saliva. STUDY DESIGN AND METHODS The trial follows a matched case-control design. Saliva samples were characterized through mid-infrared spectroscopy, and chemometric tools were applied to distinguish between case and control participants, further identifying the spectral regions that played a pivotal role in the successful identification of oral squamous cell carcinoma. RESULTS Mid-infrared spectroscopy was capable to discriminate between cancer patients and matched controls with 100% of correct predictions. Additionally, the spectral regions mostly contributing to the successful prediction were identified and found to be potentially associated with significant molecular changes crucial to the carcinogenic process. CONCLUSION The application of mid-infrared spectroscopy in saliva analysis may be regarded as an innovative, noninvasive, low cost, and sensitive technique contributing to the identification of oral squamous cell carcionma.
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Affiliation(s)
- Teresa Lapa
- BoneLab - Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal
| | - Ricardo N M J Páscoa
- LAQV/REQUIMTE, Department of Chemical Sciences, Faculty of Pharmacy, University of Porto, Porto, Portugal
| | - Filipe Coimbra
- Faculty of Dental Medicine, University of Porto, Porto, Portugal
| | - Luís Medeiros
- Department of Stomatology, Portuguese Oncology Institute of Porto (IPO Porto), Porto, Portugal
| | - Pedro S Gomes
- BoneLab - Laboratory for Bone Metabolism and Regeneration, Faculty of Dental Medicine, University of Porto, Porto, Portugal
- LAQV/REQUIMTE, Faculty of Dental Medicine, University of Porto, Porto, Portugal
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Camerlingo C, Portaccio M, d’Apuzzo F, Nucci L, Perillo L, Lepore M. μ-FTIR, μ-Raman, and SERS Analysis of Amide I Spectral Region in Oral Biofluid Samples during Orthodontic Treatment. SENSORS (BASEL, SWITZERLAND) 2022; 22:7874. [PMID: 36298224 PMCID: PMC9609434 DOI: 10.3390/s22207874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 10/03/2022] [Accepted: 10/11/2022] [Indexed: 06/16/2023]
Abstract
Gingival crevicular fluid (GCF) is a site-specific exudate deriving from the epithelium lining of the gingival sulcus. GCF analysis provides a simple and noninvasive diagnostic procedure to follow-up periodontal and bone remodeling in response to diseases or mechanical stimuli such as orthodontic tooth movement (OTM). In recent years, the use of vibrational spectroscopies such as Fourier Transform Infrared and Raman microspectroscopy and Surface-Enhanced Raman spectroscopy contributed to characterizing changes in GCF during fixed orthodontic treatment. Amide I band plays a relevant role in the analysis of these changes. The aim of this study was to investigate the spectroscopy response of Amide I depending on the OTM process duration. A model based on Gaussian-Lorentzian curves was used to analyze the infrared spectra, while only Lorentzian functions were used for Raman and SERS spectra. Changes induced by the OTM process in subcomponents of the Amide I band were determined and ascribed to secondary structure modification occurring in proteins. The vibrational spectroscopies allow us to efficiently monitor the effects of the orthodontic force application, thus gaining increasing attention as tools for individual patient personalization in clinical practice.
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Affiliation(s)
- Carlo Camerlingo
- CNR-SPIN, Consiglio Nazionale delle Ricerche, Istituto Superconduttori, Materiali Innovativi e Dispositivi, 80078 Pozzuoli, Italy
| | - Marianna Portaccio
- Dipartimento di Medicina Sperimentale, Università della Campania “L. Vanvitelli”, Via S. Maria di Costantinopoli 16, 80138 Napoli, Italy
| | - Fabrizia d’Apuzzo
- Dipartimento Multidisciplinare di Specialità Medico-Chirurgiche e Odontoiatriche, Università degli Studi della Campania Luigi Vanvitelli, 80138 Napoli, Italy
| | - Ludovica Nucci
- Dipartimento Multidisciplinare di Specialità Medico-Chirurgiche e Odontoiatriche, Università degli Studi della Campania Luigi Vanvitelli, 80138 Napoli, Italy
| | - Letizia Perillo
- Dipartimento Multidisciplinare di Specialità Medico-Chirurgiche e Odontoiatriche, Università degli Studi della Campania Luigi Vanvitelli, 80138 Napoli, Italy
| | - Maria Lepore
- Dipartimento di Medicina Sperimentale, Università della Campania “L. Vanvitelli”, Via S. Maria di Costantinopoli 16, 80138 Napoli, Italy
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Oral lichen planus identification by mid-infrared spectroscopy of oral biofluids: A case-control study. Clin Chim Acta 2022; 530:126-133. [PMID: 35390336 DOI: 10.1016/j.cca.2022.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 03/18/2022] [Accepted: 04/02/2022] [Indexed: 11/23/2022]
Abstract
BACKGROUND AND AIMS This study aims to access the effectiveness of mid-infrared (MIR) spectroscopy on the identification of the reticular form of OLP, following the assessment of gingival crevicular fluid (GCF) and oral mucosa transudate (OMT). MATERIAL AND METHODS The trial follows a case-control design. Samples were characterized through MIR spectroscopy and chemometric tools were applied to distinguish between case and control participants, further identifying the spectral regions with the highest contribution to the developed models. RESULTS MIR spectroscopy was capable to discriminate between OLP patients and controls with 95.1% and 85.4% of correct predictions, regarding GCF and OMT samples, respectively. Additionally, the spectral regions mostly contributing to the successful prediction were identified, and possibly related with the distinctive presence of amino acids/proteins and oxidative stress mediators in oral biofluids, supporting the role of the immune-inflammatory activation on OLP etiology and disease course. CONCLUSION MIR spectroscopy analysis of GCF and OMT may be regarded as an innovative, non-invasive, low cost and sensitive technique, contributing to the identification of the reticular from of OLP.
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d’Apuzzo F, Nucci L, Delfino I, Portaccio M, Minervini G, Isola G, Serino I, Camerlingo C, Lepore M. Application of Vibrational Spectroscopies in the Qualitative Analysis of Gingival Crevicular Fluid and Periodontal Ligament during Orthodontic Tooth Movement. J Clin Med 2021; 10:jcm10071405. [PMID: 33915746 PMCID: PMC8036342 DOI: 10.3390/jcm10071405] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2021] [Revised: 03/19/2021] [Accepted: 03/24/2021] [Indexed: 02/07/2023] Open
Abstract
Optical vibrational techniques show a high potentiality in many biomedical fields for their characteristics of high sensitivity in revealing detailed information on composition, structure, and molecular interaction with reduced analysis time. In the last years, we have used these techniques for investigating gingival crevicular fluid (GCF) and periodontal ligament (PDL) during orthodontic tooth treatment. The analysis with Raman and infrared signals of GCF and PDL samples highlighted that different days of orthodontic force application causes modifications in the molecular secondary structure at specific wavenumbers related to the Amide I, Amide III, CH deformation, and CH3/CH2. In the present review, we report the most relevant results and a brief description of the experimental techniques and data analysis procedure in order to evidence that the vibrational spectroscopies could be a potential useful tool for an immediate monitoring of the individual patient's response to the orthodontic tooth movement, aiming to more personalized treatment reducing any side effects.
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Affiliation(s)
- Fabrizia d’Apuzzo
- Multidisciplinary Department of Medical-Surgical and Dental Specialties, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (L.N.); (G.M.)
- Correspondence: ; Tel.: +39-3384820462
| | - Ludovica Nucci
- Multidisciplinary Department of Medical-Surgical and Dental Specialties, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (L.N.); (G.M.)
| | - Ines Delfino
- Department of Ecological and Biological Sciences, University of Tuscia, 01100 Viterbo, Italy;
| | - Marianna Portaccio
- Department of Experimental Medicine, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (M.P.); (I.S.); (M.L.)
| | - Giuseppe Minervini
- Multidisciplinary Department of Medical-Surgical and Dental Specialties, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (L.N.); (G.M.)
| | - Gaetano Isola
- Department of General Surgery and Medical-Surgical Specialties, University of Catania, 95124 Catania, Italy;
| | - Ismene Serino
- Department of Experimental Medicine, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (M.P.); (I.S.); (M.L.)
| | - Carlo Camerlingo
- CNR-SPIN, SuPerconductivity and Other INnovative Materials and Devices Institute, 80078 Pozzuoli, Italy;
| | - Maria Lepore
- Department of Experimental Medicine, University of Campania Luigi Vanvitelli, 80138 Napoli, Italy; (M.P.); (I.S.); (M.L.)
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Derruau S, Robinet J, Untereiner V, Piot O, Sockalingum GD, Lorimier S. Vibrational Spectroscopy Saliva Profiling as Biometric Tool for Disease Diagnostics: A Systematic Literature. Molecules 2020; 25:molecules25184142. [PMID: 32927716 PMCID: PMC7570680 DOI: 10.3390/molecules25184142] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 09/05/2020] [Accepted: 09/05/2020] [Indexed: 02/07/2023] Open
Abstract
Saliva is a biofluid that can be considered as a “mirror” reflecting our body’s health status. Vibrational spectroscopy, Raman and infrared, can provide a detailed salivary fingerprint that can be used for disease biomarker discovery. We propose a systematic literature review based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines to evaluate the potential of vibrational spectroscopy to diagnose oral and general diseases using saliva as a biological specimen. Literature searches were recently conducted in May 2020 through MEDLINE-PubMed and Scopus databases, without date limitation. Finally, over a period of 10 years, 18 publications were included reporting on 10 diseases (three oral and seven general diseases), with very high diagnostic performance rates in terms of sensitivity, specificity, and accuracy. Thirteen articles were related to six different cancers of the following anatomical sites: mouth, nasopharynx, lung, esophagus, stomach, and breast. The other diseases investigated and included in this review were periodontitis, Sjögren’s syndrome, diabetes, and myocardial infarction. Moreover, most articles focused on Raman spectroscopy (n = 16/18) and more specifically surface-enhanced Raman spectroscopy (n = 12/18). Interestingly, vibrational spectroscopy appears promising as a rapid, label-free, and non-invasive diagnostic salivary biometric tool. Furthermore, it could be adapted to investigate subclinical diseases—even if developmental studies are required.
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Affiliation(s)
- Stéphane Derruau
- Université de Reims Champagne-Ardenne, Département de Biologie Orale, UFR Odontologie, 2 rue du Général Koenig, 51100 Reims, France; (S.D.); (J.R.)
- Pôle de Médecine Bucco-dentaire, Centre Hospitalier Universitaire de Reims, 45 rue Cognacq-Jay, 51092 Reims, France
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51 rue Cognacq-Jay, 51097 Reims, France; (O.P.); (G.D.S.)
| | - Julien Robinet
- Université de Reims Champagne-Ardenne, Département de Biologie Orale, UFR Odontologie, 2 rue du Général Koenig, 51100 Reims, France; (S.D.); (J.R.)
| | - Valérie Untereiner
- Université de Reims Champagne-Ardenne, PICT, 51 rue Cognacq-Jay, 51097 Reims, France;
| | - Olivier Piot
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51 rue Cognacq-Jay, 51097 Reims, France; (O.P.); (G.D.S.)
- Université de Reims Champagne-Ardenne, PICT, 51 rue Cognacq-Jay, 51097 Reims, France;
| | - Ganesh D. Sockalingum
- Université de Reims Champagne-Ardenne, BioSpecT-EA7506, UFR de Pharmacie, 51 rue Cognacq-Jay, 51097 Reims, France; (O.P.); (G.D.S.)
| | - Sandrine Lorimier
- Université de Reims Champagne-Ardenne, Département de Biologie Orale, UFR Odontologie, 2 rue du Général Koenig, 51100 Reims, France; (S.D.); (J.R.)
- Pôle de Médecine Bucco-dentaire, Centre Hospitalier Universitaire de Reims, 45 rue Cognacq-Jay, 51092 Reims, France
- Université de Reims Champagne-Ardenne, GRESPI-EA4694, UFR Sciences Exactes et Naturelles, 51687 Reims, France
- Correspondence: ; Tel.: +33-612162282
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Seredin P, Goloshchapov D, Ippolitov Y, Vongsvivut J. Spectroscopic signature of the pathological processes of carious dentine based on FTIR investigations of the oral biological fluids. BIOMEDICAL OPTICS EXPRESS 2019; 10:4050-4058. [PMID: 31452994 PMCID: PMC6701548 DOI: 10.1364/boe.10.004050] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 07/08/2019] [Accepted: 07/10/2019] [Indexed: 05/14/2023]
Abstract
The aim of our work is to find a spectroscopic signature of the pathological processes of carious dentine based on the investigations of the molecular composition of the oral biological fluids with the use of FTIR synchrotron techniques. This complex analysis of the obtained data shows that a number of signatures are present only in the spectra of dentine and gingival fluids from the patients developing caries of the deep dentine tissues. The detected features and complex analysis of the quantitative and qualitative data representing signatures of the development of oral cavity pathologies can enhance the quality of dental screening.
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Affiliation(s)
- Pavel Seredin
- Department of Solid State Physics and Nanostructures, Voronezh State University, Voronezh, University Sq. 1, 394018, Russia
- Ural Federal University, 19 Mira Street, Ekaterinburg, 620002, Russia
| | - Dmitry Goloshchapov
- Department of Solid State Physics and Nanostructures, Voronezh State University, Voronezh, University Sq. 1, 394018, Russia
| | - Yuri Ippolitov
- Department of Pediatric Dentistry with Orthodontia, Voronezh State Medical University, Voronezh, Studentcheskaya st. 11, 394006, Russia
| | - Jitraporn Vongsvivut
- Australian Synchrotron (Synchrotron Light Source Australia Pty LTD), 800 Blackburn Rd, Clayton, VIC 3168, Australia
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Portaccio M, d’Apuzzo F, Perillo L, Grassia V, Errico S, Lepore M. Infrared microspectroscopy characterization of gingival crevicular fluid during orthodontic treatment. J Mol Struct 2019. [DOI: 10.1016/j.molstruc.2018.09.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Seredin P, Goloshchapov D, Ippolitov Y, Vongsvivut P. Pathology-specific molecular profiles of saliva in patients with multiple dental caries-potential application for predictive, preventive and personalised medical services. EPMA J 2018; 9:195-203. [PMID: 29896318 PMCID: PMC5972136 DOI: 10.1007/s13167-018-0135-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Accepted: 04/05/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND Improving the quality of life is part of the global agenda. The focus is predominantly on prevention of socially significant diseases. Combating dental caries-related diseases is a top priority as it has a huge impact on people's social lives. Therefore, the purpose of the work was to study the changes in the molecular composition of saliva from subjects with multiple caries lesions using spectroscopic methods of analysis to identify potential tissue markers of caries development for predictive, preventive and personalised medical services. OBJECTIVES AND METHODS The molecular composition of mixed saliva (oral fluid) from subjects with and without multiple caries was analysed with the use of spectroscopic techniques, FTIR with synchrotron radiation for the excitation. The IR spectra of the oral fluid as well as the calculated mineral-organic, carbon-phosphate, Amide II/Amide I and protein/thiocyanate ratios were compared between subjects with and without multiple caries. RESULTS This complex analysis of the obtained experimental data determined that the molecular composition of the oral fluid from those with multiple caries differed from those without caries; the organic-mineral balance in the oral fluid of those with multiple caries shifted towards a reduction in the mineral complexes, accompanied by an increase in the organic component. The thiocyanate content increased more than twofold, accompanied by increased carboxyl groups of esters, lipids and carbohydrates. CONCLUSION The detected features in the IR spectra of mixed saliva as well as the calculated changes in the ratios between organic and inorganic components can be used as biomarkers of cariogenesis in the oral cavity, as a diagnostic criterion in the analysis of the oral fluid samples.
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Affiliation(s)
- Pavel Seredin
- Present Address: Department of Solid State Physics and Nanostructures, Voronezh State University, University sq. 1, Voronezh, 394006 Russia
| | - Dmitry Goloshchapov
- Present Address: Department of Solid State Physics and Nanostructures, Voronezh State University, University sq. 1, Voronezh, 394006 Russia
| | - Yuri Ippolitov
- Department of Pediatric Dentistry with Orthodontia, Voronezh State Medical University, Studentcheskaya st. 11, Voronezh, 394006 Russia
| | - Pimm Vongsvivut
- Australian Synchrotron (Synchrotron Light Source Australia Pty LTD), 800 Blackburn Rd, Clayton, VIC 3168 Australia
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Jung GB, Kim KA, Han I, Park YG, Park HK. Biochemical characterization of human gingival crevicular fluid during orthodontic tooth movement using Raman spectroscopy. BIOMEDICAL OPTICS EXPRESS 2014; 5:3508-20. [PMID: 25360368 PMCID: PMC4206320 DOI: 10.1364/boe.5.003508] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2014] [Revised: 08/28/2014] [Accepted: 09/01/2014] [Indexed: 05/22/2023]
Abstract
This study used Raman spectroscopy to report the first human gingival crevicular fluid (GCF) biochemical characterization during the early phase of orthodontic tooth movement. This technique allows for label-free and noninvasive biochemical change monitoring in GCF during orthodontic tooth movement. Ten orthodontic patients (20.8 ± 2.5 years) participated in the study. GCF samples were obtained before (baseline, 0 days) and during orthodontic treatment at 1, 7 and 28 days. For Raman spectroscopic measurement, GCF samples (5 µl) were deposited onto a gold-coated substrate, then dried at room temperature. Raman spectra GCF analysis during orthodontic treatment indicated that the hydroxyapatite to primarily collagen-dominated matrix band (phosphate 984 cm(-1)/amide I 1667 cm(-1)) intensity ratio decreased at day 7 (P < 0.05). The carbonate apatite to hydroxyapatite ratio (carbonate 1088 cm(-1)/phosphate 984 cm(-1)) was significantly higher on day 7 compared to day 0 (P < 0.05). These results indicate that demineralization occurs during the alveolar bone remodeling process. We also found notable peak shifts in the amide I range during orthodontic tooth movement. The 1658 cm(-1) in baseline red shifted to 1667 cm(-1) at orthodontic treatment day 7. Curve fitting in the amide I (1615-1725 cm(-1)) range demonstrated that increased random coil conformation was accompanied by a decrease in β-sheet structure during orthodontic tooth movement. Thus, we suggest Raman spectroscopy could be used for label-free, non-invasive GCF quality assessment during orthodontic tooth movement. Furthermore, this method may prove to be a powerful diagnostic and prognostic tool for monitoring orthodontic tooth movement in a clinical setting.
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Affiliation(s)
- Gyeong Bok Jung
- Department of Biomedical Engineering & Healthcare Industry Research Institute, College of Medicine, Kyung Hee University, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, South Korea
- These authors contributed equally to this work
| | - Kyung-A Kim
- Department of Orthodontics, School of Dentistry, Kyung Hee University, 130-701, South Korea
- These authors contributed equally to this work
| | - Ihn Han
- Department of Biomedical Engineering & Healthcare Industry Research Institute, College of Medicine, Kyung Hee University, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, South Korea
| | - Young-Guk Park
- Department of Orthodontics, School of Dentistry, Kyung Hee University, 130-701, South Korea
- co-corresponding author:
| | - Hun-Kuk Park
- Department of Biomedical Engineering & Healthcare Industry Research Institute, College of Medicine, Kyung Hee University, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, South Korea
- Program of Medical Engineering, Kyung Hee University, Seoul 130-701, South Korea
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Barnes VM, Kennedy AD, Panagakos F, Devizio W, Trivedi HM, Jönsson T, Guo L, Cervi S, Scannapieco FA. Global metabolomic analysis of human saliva and plasma from healthy and diabetic subjects, with and without periodontal disease. PLoS One 2014; 9:e105181. [PMID: 25133529 PMCID: PMC4136819 DOI: 10.1371/journal.pone.0105181] [Citation(s) in RCA: 106] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2014] [Accepted: 07/18/2014] [Indexed: 11/30/2022] Open
Abstract
Recent studies suggest that periodontal disease and type 2 diabetes mellitus are bi-directionally associated. Identification of a molecular signature for periodontitis using unbiased metabolic profiling could allow identification of biomarkers to assist in the diagnosis and monitoring of both diabetes and periodontal disease. This cross-sectional study identified plasma and salivary metabolic products associated with periodontitis and/or diabetes in order to discover biomarkers that may differentiate or demonstrate an interaction of these diseases. Saliva and plasma samples were analyzed from 161 diabetic and non-diabetic human subjects with a healthy periodontium, gingivitis and periodontitis. Metabolite profiling was performed using Metabolon's platform technology. A total of 772 metabolites were found in plasma and 475 in saliva. Diabetics had significantly higher levels of glucose and α-hydroxybutyrate, the established markers of diabetes, for all periodontal groups of subjects. Comparison of healthy, gingivitis and periodontitis saliva samples within the non-diabetic group confirmed findings from previous studies that included increased levels of markers of cellular energetic stress, increased purine degradation and glutathione metabolism through increased levels of oxidized glutathione and cysteine-glutathione disulfide, markers of oxidative stress, including increased purine degradation metabolites (e.g. guanosine and inosine), increased amino acid levels suggesting protein degradation, and increased ω-3 (docosapentaenoate) and ω-6 fatty acid (linoleate and arachidonate) signatures. Differences in saliva between diabetic and non-diabetic cohorts showed altered signatures of carbohydrate, lipid and oxidative stress exist in the diabetic samples. Global untargeted metabolic profiling of human saliva in diabetics replicated the metabolite signature of periodontal disease progression in non-diabetic patients and revealed unique metabolic signatures associated with periodontal disease in diabetics. The metabolites identified in this study that discriminated the periodontal groups may be useful for developing diagnostics and therapeutics tailored to the diabetic population.
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Affiliation(s)
- Virginia M. Barnes
- Colgate Palmolive Technology Center, Piscataway, NJ, United States of America
| | - Adam D. Kennedy
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, State University of New York, Buffalo, NY, United States of America
| | - Fotinos Panagakos
- Colgate Palmolive Technology Center, Piscataway, NJ, United States of America
| | - William Devizio
- Colgate Palmolive Technology Center, Piscataway, NJ, United States of America
| | - Harsh M. Trivedi
- Colgate Palmolive Technology Center, Piscataway, NJ, United States of America
| | - Thomas Jönsson
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, State University of New York, Buffalo, NY, United States of America
| | - Lining Guo
- Department of Oral Biology, School of Dental Medicine, University at Buffalo, State University of New York, Buffalo, NY, United States of America
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